Every Document Owns Its Structure: Inductive Text Classification via Graph Neural Networks

22 April 2020

Zeyu Cui

Liang Wang

Papers citing "Every Document Owns Its Structure: Inductive Text Classification via Graph Neural Networks"

34 / 34 papers shown

Title
Enhancing Keyphrase Extraction from Academic Articles Using Section Structure Information Chengzhi Zhang Xinyi Yan Lei Zhao Yingyi Zhang 9 0 0 20 May 2025
CPT: Competence-progressive Training Strategy for Few-shot Node Classification Qilong Yan Yufeng Zhang Jinghao Zhang Jingpu Duan Jian Yin 62 0 0 03 Jan 2025
A Survey of Source Code Representations for Machine Learning-Based Cybersecurity Tasks B.K. Casey Joanna C. S. Santos George Perry 63 5 0 15 Mar 2024
Style-News: Incorporating Stylized News Generation and Adversarial Verification for Neural Fake News Detection Wei-Yao Wang Yu-Chieh Chang Wenjie Peng 25 0 0 27 Jan 2024
DocGraphLM: Documental Graph Language Model for Information Extraction Dongsheng Wang Zhiqiang Ma Armineh Nourbakhsh Kang Gu Sameena Shah 38 8 0 05 Jan 2024
Refashioning Emotion Recognition Modelling: The Advent of Generalised Large Models Zixing Zhang Liyizhe Peng Tao Pang Jing Han Huan Zhao Bjorn W. Schuller 40 13 0 21 Aug 2023
Search to Capture Long-range Dependency with Stacking GNNs for Graph Classification Lanning Wei Zhiqiang He Huan Zhao Quanming Yao 33 16 0 17 Feb 2023
Knowledge-augmented Graph Neural Networks with Concept-aware Attention for Adverse Drug Event Detection Shaoxiong Ji Ya Gao Pekka Marttinen GNN 19 3 0 25 Jan 2023
Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets Fabian Karl A. Scherp VLM 24 20 0 30 Nov 2022
Distributed Graph Neural Network Training: A Survey Yingxia Shao Hongzheng Li Xizhi Gu Hongbo Yin Yawen Li Xupeng Miao Wentao Zhang Bin Cui Lei Chen GNN AI4CE 20 56 0 01 Nov 2022
Learning on Large-scale Text-attributed Graphs via Variational Inference Jianan Zhao Meng Qu Chaozhuo Li Hao Yan Qian Liu Rui Li Xing Xie Jian Tang VLM 37 134 0 26 Oct 2022
Multimodal learning with graphs Yasha Ektefaie George Dasoulas Ayush Noori Maha Farhat Marinka Zitnik 51 83 0 07 Sep 2022
FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition Linyi Yang Lifan Yuan Leyang Cui Wen Gao Yue Zhang 43 15 0 24 Aug 2022
TeKo: Text-Rich Graph Neural Networks with External Knowledge Zhizhi Yu Di Jin Jianguo Wei Ziyang Liu Yue Shang Yun Xiao Jiawei Han Lingfei Wu 32 4 0 15 Jun 2022
InducT-GCN: Inductive Graph Convolutional Networks for Text Classification Kunze Wang S. Han Josiah Poon GNN 29 38 0 01 Jun 2022
Detecting fake news by enhanced text representation with multi-EDU-structure awareness Yuhang Wang Li Wang Yanjie Yang Yilin Zhang 19 12 0 30 May 2022
Multi-Task Text Classification using Graph Convolutional Networks for Large-Scale Low Resource Language Mounika Marreddy S. Oota Lakshmi Sireesha Vakada Venkata Charan Chinni R. Mamidi 19 12 0 02 May 2022
Understanding Graph Convolutional Networks for Text Classification S. Han Zihan Yuan Kunze Wang Siqu Long Josiah Poon GNN 29 16 0 30 Mar 2022
Incorporating Heterophily into Graph Neural Networks for Graph Classification Jiayi Yang Sourav Medya Wei Ye 35 4 0 15 Mar 2022
Evidence-aware Fake News Detection with Graph Neural Networks Weizhi Xu Jun Wu Qiang Liu Shu Wu Liang Wang GNN 32 78 0 18 Jan 2022
TextRGNN: Residual Graph Neural Networks for Text Classification Jiayuan Chen Boyu Zhang Yinfei Xu Meng Wang 33 4 0 30 Dec 2021
Predicting Patient Readmission Risk from Medical Text via Knowledge Graph Enhanced Multiview Graph Convolution Qiuhao Lu Thien Huu Nguyen Dejing Dou 33 19 0 19 Dec 2021
Sparse Structure Learning via Graph Neural Networks for Inductive Document Classification Yinhua Piao Sangseon Lee Dohoon Lee Sun Kim 16 34 0 13 Dec 2021
ReGVD: Revisiting Graph Neural Networks for Vulnerability Detection Van-Anh Nguyen Dai Quoc Nguyen Van Nguyen Trung Le Quan Hung Tran Dinh Q. Phung 31 109 0 14 Oct 2021
Relation-aware Heterogeneous Graph for User Profiling Qilong Yan Yufeng Zhang Qiang Liu Shu Wu Liang Wang 41 19 0 14 Oct 2021
Hierarchical information matters: Text classification via tree based graph neural network Chong Zhang He Zhu X. Peng Junran Wu Ke Xu 37 6 0 05 Oct 2021
Sent2Span: Span Detection for PICO Extraction in the Biomedical Text without Span Annotations Shifeng Liu Yifang Sun Bing Li Wei Wang Florence T. Bourgeois A. Dunn 16 14 0 06 Sep 2021
Cross-lingual Text Classification with Heterogeneous Graph Neural Network ZiYun Wang Xuan Liu Pei-Yin Yang Shixing Liu Zhisheng Wang 33 32 0 24 May 2021
Dynamic Graph Collaborative Filtering Xiaohan Li Mengqi Zhang Shu Wu Zheng Liu Liang Wang Philip S. Yu 105 70 0 08 Jan 2021
A Hierarchical Reasoning Graph Neural Network for The Automatic Scoring of Answer Transcriptions in Video Job Interviews Kai Chen M. Niu Qingcai Chen 23 5 0 22 Dec 2020
DGTN: Dual-channel Graph Transition Network for Session-based Recommendation Yujia Zheng Siyi Liu Zekun Li Shu Wu 23 37 0 21 Sep 2020
TAGNN: Target Attentive Graph Neural Networks for Session-based Recommendation Feng Yu Yanqiao Zhu Qiang Liu Shu Wu Liang Wang Tieniu Tan 15 222 0 06 May 2020
Universal Graph Transformer Self-Attention Networks Dai Quoc Nguyen T. Nguyen Dinh Q. Phung ViT 34 63 0 26 Sep 2019
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 306 13,373 0 25 Aug 2014